Listen to Come Fly With Me online. Come Fly With Me is an English language song and is sung by Frank Sinatra. Come Fly With Me, from the album Lipstick On Your Collar, was released in the year 2010. The duration of the song is 3:19. Download English songs online from JioSaavn.